Qpower

qpower

Authors:
(1) Guillaume Staerman, INRIA, CEA, Univ. Paris-Saclay, France;
(2) Marta Campi, CERIAH, Institut de l’Audition, Institut Pasteur, France;
(3) Gareth W. Peters, Department of Statistics & Applied Probability, University of California Santa Barbara, USA. Table of Links Abstract and 1. Introduction 2. Background & Preliminaries 2.1. Functional Isolation Forest 2.2. The Signature Method 3. Signature Isolation Forest Method 4. Numerical Experiments 4.1. Parameters Sensitivity Analysis 4.2. Advantages of (K-)SIF over FIF 4.3. Real-data Anomaly Detection Benchmark 5. Discussion & Conclusion, Impact Statements, and References Appendix A. Additional Information About the Signature B. K-SIF and SIF Algorithms C. Additional Numerical Experiments A. Additional Information About the Signature In this section, we provide additional information regarding the signature. Firstly, the formula for the coordinate signature is provided, followed by some further information about the truncated signature and the link of the signature with moments. We then introduce references and further discussion for the computation of the signature, the linear-closed form utilised and, lastly, a review of the inner product of tensors required for the signature method is presented. Computation of the Signature. The signature is usually computed on the linear paths reconstructed from observations (Lyons and McLeod, 2022; Fermanian, 2021) thanks to the two properties listed below. First, the signature benefits from a closed form when computed on linear paths. Second, a concatenation formula has been provided by Chen (1958), where the coordinate signature of two concatenate segments is given by a tensor product of the specific coordinate signatures on each segment. These two properties are described formally below. In practice, the signature is usually computed as follows. First, a linear path is reconstructed by interpolation from the observed data. In a second step, the signature of each segment of the linear path are calculated separately thanks to the closed-form (2). Then the signature of the entire path is computed recursively using the Chen’s identity property. Definition of Inner Product of Tensors for Signature Method. Following Chevyrev and Oberhauser (2022) and Lee and Oberhauser (2023), we introduce the inner product of the tensors required to compute the truncated signature and its kernel. This paper is available on arxiv under CC BY 4.0 DEED license. Authors: (1) Guillaume Staerman, INRIA, CEA, Univ. Paris-Saclay, France; (2) Marta Campi, CERIAH, Institut de l’Audition, Institut Pasteur, France; (3) Gareth W. Peters, Department of Statistics & Applied Probability, University of California Santa Barbara, USA. Authors: Authors: (1) Guillaume Staerman, INRIA, CEA, Univ. Paris-Saclay, France; (2) Marta Campi, CERIAH, Institut de l’Audition, Institut Pasteur, France; (3) Gareth W. Peters, Department of Statistics & Applied Probability, University of California Santa Barbara, USA. Table of Links Abstract and 1. Introduction Abstract and 1. Introduction 2. Background & Preliminaries 2. Background & Preliminaries 2.1. Functional Isolation Forest 2.1. Functional Isolation Forest 2.2. The Signature Method 2.2. The Signature Method 3. Signature Isolation Forest Method 3. Signature Isolation Forest Method 4. Numerical Experiments 4. Numerical Experiments 4.1. Parameters Sensitivity Analysis 4.1. Parameters Sensitivity Analysis 4.2. Advantages of (K-)SIF over FIF 4.2. Advantages of (K-)SIF over FIF 4.3. Real-data Anomaly Detection Benchmark 4.3. Real-data Anomaly Detection Benchmark 5. Discussion & Conclusion, Impact Statements, and References 5. Discussion & Conclusion, Impact Statements, and References Appendix A. Additional Information About the Signature A. Additional Information About the Signature B. K-SIF and SIF Algorithms B. K-SIF and SIF Algorithms C. Additional Numerical Experiments C. Additional Numerical Experiments A. Additional Information About the Signature In this section, we provide additional information regarding the signature. Firstly, the formula for the coordinate signature is provided, followed by some further information about the truncated signature and the link of the signature with moments. We then introduce references and further discussion for the computation of the signature, the linear-closed form utilised and, lastly, a review of the inner product of tensors required for the signature method is presented. Computation of the Signature. The signature is usually computed on the linear paths reconstructed from observations (Lyons and McLeod, 2022; Fermanian, 2021) thanks to the two properties listed below. First, the signature benefits from a closed form when computed on linear paths. Second, a concatenation formula has been provided by Chen (1958), where the coordinate signature of two concatenate segments is given by a tensor product of the specific coordinate signatures on each segment. These two properties are described formally below. Computation of the Signature. In practice, the signature is usually computed as follows. First, a linear path is reconstructed by interpolation from the observed data. In a second step, the signature of each segment of the linear path are calculated separately thanks to the closed-form (2). Then the signature of the entire path is computed recursively using the Chen’s identity property. Definition of Inner Product of Tensors for Signature Method. Following Chevyrev and Oberhauser (2022) and Lee and Oberhauser (2023), we introduce the inner product of the tensors required to compute the truncated signature and its kernel. Definition of Inner Product of Tensors for Signature Method. This paper is available on arxiv under CC BY 4.0 DEED license. This paper is available on arxiv under CC BY 4.0 DEED license. available on arxiv

Unlocking the Power of Signatures in Anomaly Detection

The HackerNoon Newsletter: Better - An AI Powered Code Reviewer (11/21/2024)

SeaTunnel-Powered Data Integration: How 58 Group Handles Over 500 Billion+ Data Points Daily

The Power of AI-Driven Proxy Management

এআই-চালিত প্রক্সি ম্যানেজমেন্টের শক্তি

Η δύναμη της διαχείρισης διακομιστή μεσολάβησης βάσει AI

El poder de la gestión de servidores proxy basada en IA

Snaga proxy upravljanja vođenog umjetnom inteligencijom

Pouvwa Jesyon AI-Kondwi prokurasyon

הכוח של ניהול פרוקסי מונחה בינה מלאכותית

AI 駆動型プロキシ管理の威力

Ny herin'ny fitantanana proxy entin'ny AI

Imbaraga zo gucunga Proxy ya AI

Қудрати идоракунии прокси бо AI идорашаванда

Потужність керування проксі-серверами на основі штучного інтелекту

人工智能驱动的代理管理的力量

Better - An AI Powered Code Reviewer

আরও ভাল - একটি AI চালিত কোড রিভিউয়ার

Besser – Ein KI-gestützter Code-Reviewer

Better: un revisor de código impulsado por IA

Better – Un outil de révision de code basé sur l'IA

बेहतर - एक AI संचालित कोड समीक्षक

Better - AI 搭載のコードレビューツール

Better - AI 기반 코드 검토기

Melhor - Um revisor de código com tecnologia de IA

Лучше — Рецензент кода на базе искусственного интеллекта

Daha İyi - Yapay Zeka Destekli Kod İncelemecisi

Tốt hơn - Một Trình đánh giá mã được hỗ trợ bởi AI

Better - 一款人工智能代码审查工具

Partnership to provide decentralized computing resources, enhancing platform scalability, security and high availability for distributed services.
Mizzle Partners with InFlux Technologies to Power DePIN Platform with Decentralized Cloud Infrastructure and Advanced Computing Resources InFlux Technologies (Flux), a leading global decentralized technology company specializing in cloud infrastructure, artificial intelligence, and decentralized cloud computing services, today announced a partnership with Mizzle, a pioneering decentralized physical infrastructure network (DePIN) platform. Under the partnership agreement, Flux will provide decentralized computing resources including CPU, GPU, storage and network capacity as required by Mizzle for its platform operations. This includes support for distributed applications and services, ensuring high availability, scalability and security. The agreement also includes monitoring and management of Mizzle’s infrastructure to ensure optimal performance along with maintenance and upgrades of the infrastructure as needed. Mizzle will work toward an estimated spend of $500,000-plus per year post-launch, with an estimated launch of January 2025. “This partnership represents a key step in our commitment to delivering decentralized computing solutions at scale. By supplying Mizzle with essential resources, we are ensuring the platform’s ability to maintain high availability, scalability, and security. This agreement highlights the growing demand for decentralized infrastructure and demonstrates its practical applications in supporting distributed services," said InFlux Technologies CEO and Co-founder, Daniel Keller. Mizzle is a hyper-efficient CI/CD with no-code development operations which simplifies server management allowing teams to innovate and scale without operational hurdles. Its confidential computing experience carries unmatched security with TEEs, eBPF and decentralized cloud compute, keeping data and operations fully protected. Mizzle has advanced storage and benefits from decentralized cloud storage enhanced with zero knowledge proofs and fully homomorphic encryption. The company is quantum ready with edge computing, is IoT-ready and committed to green computing. Flux ensures a minimum uptime of 99.99% of decentralized infrastructure services, barring any outages or maintenance windows and offers technical support to integrate and manage the compute resources. Flux offers data security and compliance and complies with all relevant data and security regulations, ensuring the infrastructure is designed to meet regulation standards. “We are excited to partner with InFlux Technologies, taking a key step toward advancing decentralized cloud solutions. By combining Mizzle's technology with Flux’s expertise, we will drive greater value for enterprises and governments worldwide. Together, we are shaping the future of decentralized applications and empowering innovation across the ecosystem,” said Founder of Mizzle Arjun Mishra. About Mizzle Mizzle is a DePIN platform designed to empower developers with no-code DevOps. We enable atomic and horizontal scaling of compute and storage, ensuring unparalleled flexibility and performance. Our platform combines advanced AI-driven infrastructure management with trusted execution environments (TEEs), leveraging eBPF technology for real-time protection and monitoring. We also incorporate  state-of-the-art cryptographic techniques, including Fully Homomorphic Encryption and Zero-Knowledge Proofs, to guarantee maximum data privacy and security. As we move into the quantum era, with a strong commitment to Green computing (ESG), Mizzle is your trusted partner for scalable, secure, and efficient decentralized infrastructure. For more information, visit the company’s website at www.mizzle.io. About InFlux Technologies InFlux Technologies (Flux) is powering a decentralized Web3 cloud infrastructure composed of user-operated, scalable, and globally distributed computational nodes. Flux provides the critical, high-availability infrastructure for the New Internet. The Flux service offers a  fully decentralized alternative to some of the world’s largest cloud infrastructure providers while offering competitive pricing. Flux is committed to developing disruptive solutions that empower individuals and businesses in the blockchain industry, emerging technologies like AI, and the broader technology space worldwide. For more information, visit the company’s website at www.runonflux.com. This article is published under HackerNoon’s Business Blogging program. Do your own research before making any financial decisions. Partnership to provide decentralized computing resources, enhancing platform scalability, security and high availability for distributed services. Mizzle Partners with InFlux Technologies to Power DePIN Platform with Decentralized Cloud Infrastructure and Advanced Computing Resources Partnership to provide decentralized computing resources, enhancing platform scalability, security and high availability for distributed services. Mizzle Partners with InFlux Technologies to Power DePIN Platform with Decentralized Cloud Infrastructure and Advanced Computing Resources InFlux Technologies (Flux), a leading global decentralized technology company specializing in cloud infrastructure, artificial intelligence, and decentralized cloud computing services, today announced a partnership with Mizzle , a pioneering decentralized physical infrastructure network (DePIN) platform. InFlux Technologies InFlux Technologies Mizzle Mizzle Under the partnership agreement, Flux will provide decentralized computing resources including CPU, GPU, storage and network capacity as required by Mizzle for its platform operations. This includes support for distributed applications and services, ensuring high availability, scalability and security. The agreement also includes monitoring and management of Mizzle’s infrastructure to ensure optimal performance along with maintenance and upgrades of the infrastructure as needed. Mizzle will work toward an estimated spend of $500,000-plus per year post-launch, with an estimated launch of January 2025. “This partnership represents a key step in our commitment to delivering decentralized computing solutions at scale. By supplying Mizzle with essential resources, we are ensuring the platform’s ability to maintain high availability, scalability, and security. This agreement highlights the growing demand for decentralized infrastructure and demonstrates its practical applications in supporting distributed services," said InFlux Technologies CEO and Co-founder, Daniel Keller. Mizzle is a hyper-efficient CI/CD with no-code development operations which simplifies server management allowing teams to innovate and scale without operational hurdles. Its confidential computing experience carries unmatched security with TEEs, eBPF and decentralized cloud compute, keeping data and operations fully protected. Mizzle has advanced storage and benefits from decentralized cloud storage enhanced with zero knowledge proofs and fully homomorphic encryption. The company is quantum ready with edge computing, is IoT-ready and committed to green computing. Flux ensures a minimum uptime of 99.99% of decentralized infrastructure services, barring any outages or maintenance windows and offers technical support to integrate and manage the compute resources. Flux offers data security and compliance and complies with all relevant data and security regulations, ensuring the infrastructure is designed to meet regulation standards. “We are excited to partner with InFlux Technologies, taking a key step toward advancing decentralized cloud solutions. By combining Mizzle's technology with Flux’s expertise, we will drive greater value for enterprises and governments worldwide. Together, we are shaping the future of decentralized applications and empowering innovation across the ecosystem,” said Founder of Mizzle Arjun Mishra. About Mizzle About Mizzle Mizzle is a DePIN platform designed to empower developers with no-code DevOps. We enable atomic and horizontal scaling of compute and storage, ensuring unparalleled flexibility and performance. Our platform combines advanced AI-driven infrastructure management with trusted execution environments (TEEs), leveraging eBPF technology for real-time protection and monitoring. We also incorporate  state-of-the-art cryptographic techniques, including Fully Homomorphic Encryption and Zero-Knowledge Proofs, to guarantee maximum data privacy and security. As we move into the quantum era, with a strong commitment to Green computing (ESG), Mizzle is your trusted partner for scalable, secure, and efficient decentralized infrastructure. For more information, visit the company’s website at www.mizzle.io . www.mizzle.io www.mizzle.io About InFlux Technologies About InFlux Technologies InFlux Technologies (Flux) is powering a decentralized Web3 cloud infrastructure composed of user-operated, scalable, and globally distributed computational nodes. Flux provides the critical, high-availability infrastructure for the New Internet. The Flux service offers a  fully decentralized alternative to some of the world’s largest cloud infrastructure providers while offering competitive pricing. Flux is committed to developing disruptive solutions that empower individuals and businesses in the blockchain industry, emerging technologies like AI, and the broader technology space worldwide. For more information, visit the company’s website at www.runonflux.com . www.runonflux.com www.runonflux.com This article is published under HackerNoon’s Business Blogging program. Do your own research before making any financial decisions. This article is published under HackerNoon’s Business Blogging program. Do your own research before making any financial decisions. This article is published under HackerNoon’s Business Blogging program. Do your own research before making any financial decisions. Business Blogging

Mizzle Partners with InFlux Technologies to Power DePIN Platform

Mizzle werk saam met InFlux Technologies om DePIN-platform aan te dryf

Mizzle se asocia con InFlux Technologies para impulsar la plataforma DePIN

Mizzle kumppanuus InFlux Technologies Power DePIN Platform

Mizzle partnerek az InFlux Technologies segítségével a Power DePIN platformon

Mizzle が InFlux Technologies と提携して DePIN プラットフォームを強化

Mizzle, DePIN 플랫폼 구동을 위해 InFlux Technologies와 협력

DePIN платформасын иштетүү үчүн InFlux Technologies менен Mizzle өнөктөштөрү

Mizzle dia miara-miasa amin'ny InFlux Technologies amin'ny Power DePIN Platform

Mizzle партнери со InFlux Technologies to Power DePIN платформата

Mizzle Partners neInFlux Technologies kune Power DePIN Platform

Mizzle samarbetar med InFlux Technologies för att driva DePIN-plattformen

ሚዝል ምስ ኢንፍሉክስ ቴክኖሎጂስ ብምትሕብባር ንዲፒን ፕላትፎርም ሓይሊ ይህብ

Many people — particularly those outside the tech world — were introduced to OpenAI in November 2022, when the company launched its now-ubiquitous ChatGPT tool. However, it has been around for a lot longer than that. OpenAI captured headlines again more recently due to plans for a corporate restructuring that would mean it leaves behind its nonprofit roots. OpenAI’s Journey OpenAI started in 2015 as a nonprofit research organization dedicated to developing artificial intelligence tools that would benefit humanity as a whole, unrestricted by the need to turn a profit. Elon Musk and current OpenAI CEO Sam Altman were involved then, but Musk left in 2018. A year later, OpenAI added a for-profit subsidiary, turning the company into a hybrid for-profit and nonprofit entity in what it called a “capped profit” structure. Leaders at the time believed this change would keep OpenAI true to its roots while allowing it to use market power to grow its operations and revenue. The “capped” part of the structure’s name refers to limitations whereby the profits returned to the company’s investors can only be roughly 100 times what they put into the organization. Now, OpenAI’s structure seems set to change again, this time to a for-profit benefit corporation. This type of business focuses on sustainability and social responsibility in addition to profitmaking. One of the biggest differences about this development is that it would result in OpenAI’s nonprofit board losing control. For now, the nonprofit board has full control over the company’s for-profit arm. Another change is that Altman would receive equity for the first time — which could be worth billions. Moreover, the transition to a for-profit benefit company would remove the cap on investors’ returns. However, an interesting clarification came from an OpenAI representative who said the company’s nonprofit component would still exist and remain a core part of its goals. When will this restructuring occur? That’s anyone’s guess since those involved are still hashing out the details with legal professionals. However, as soon as the news reached major reporting outlets, some people started thinking about what it could mean for OpenAI and artificial intelligence in general. What Will the Restructuring Mean? Some people who have analyzed the matter said OpenAI’s restructuring might mean it will begin operating more like a startup. Investors would probably like that, but could it result in fewer checks and balances affecting products and processes? Contrary to its name, the company has never been upfront about its operations — employees must sign nondisclosure agreements that stop them from raising concerns to federal regulators. Additionally, a group of people working in the AI industry — including former OpenAI employees — signed an open letter explaining that those working on pioneering innovations in artificial intelligence have strong financial incentives to resist oversight and not share knowledge of what their products could or could not do with governments or civil society entities. Numerous employees have recently left OpenAI, with some, speaking anonymously, saying that the catalyst was a lack of trust in Altman and his ability to make AI work safely. Many have kept quiet because of a reported agreement people must sign when leaving the company that prevents them from speaking disparagingly about it. Some former workers who did not sign such paperwork have spoken out about their worries about the businesses’ increasingly powerful AI and the people who want it built not proceeding carefully enough. If OpenAI’s nonprofit board loses its current control, that may make the company’s leaders feel more equipped to proceed with whatever projects garner the most attention. Rushing to get these offerings on the market could also mean it doesn’t take safety as seriously as it should. OpenAI’s Impact on the Future of Artificial Intelligence Now that many AI tools are widely available, more people are insisting on controls that limit their potential applications. Others worry about the future, not necessarily because they believe that artificial intelligence will become smarter than humans, but due to privacy concerns, the prospect of job losses, and the potential for people to misuse AI. The shift to a for-profit model might also raise questions about priorities between profit and ethical AI development. Because of these concerns, transparency becomes even more crucial for the growing number of for-profit AI companies as they try to attract stakeholders — particularly as 60% of people cite transparency as the most important brand trait, according to one study. Embracing transparency can help build trust and reassure stakeholders that OpenAI remains committed to its foundational goals, even as its business model evolves. However, that sentiment could become problematic since OpenAI already has a reputation for being tight-lipped about its activities. People appreciate transparent companies, and it is arguably even more important to show that trait when the business specializes in a technology that the public views as largely foreign and new. For the average person who is merely curious about AI and how to use it, however, they likely won’t feel the impacts of OpenAI’s likely restructuring — at least not at first. Regular consumers will mostly pay attention to which products the company releases next. If those offerings become extremely profitable, such results will signal to its leaders that they should keep doing more of the same. It’s worth highlighting how OpenAI and the industry, in general, are already highly influential, with economic analysts saying generative AI will cause a 7% increase in global gross domestic product, resulting in a difference worth trillions of dollars. A related aspect is how relatively quickly people have gotten to know some of its tools and used them to do business and everyday tasks differently. Many individuals — even those who do not consider themselves tech-savvy — use AI numerous times throughout a typical week. That is almost certainly because of how accessible ChatGPT has become. Its popularity has helped OpenAI come into the mainstream, which arguably has implications for wider society — regardless of the ultimate impact of the eventual restructuring. An Uncertain But AI-Driven Future It’s too early to know the impacts of OpenAI transitioning to a for-profit benefit corporation. However, people can expect some aspects of its internal operations, stakeholder impact, and leadership to change in the coming months and years. We know with more confidence that artificial intelligence will continue playing a role in many people’s lives and shaping the tools they are now accustomed to using. Since OpenAI has enjoyed so much momentum in an increasingly crowded industry, its main task for the foreseeable future is to maintain it. If that happens, it will continue playing a significant role in artificial intelligence’s future, even if people don’t know what that looks like yet. Many people — particularly those outside the tech world — were introduced to OpenAI in November 2022, when the company launched its now-ubiquitous ChatGPT tool. However, it has been around for a lot longer than that. OpenAI captured headlines again more recently due to plans for a corporate restructuring that would mean it leaves behind its nonprofit roots. OpenAI’s Journey OpenAI started in 2015 as a nonprofit research organization dedicated to developing artificial intelligence tools that would benefit humanity as a whole, unrestricted by the need to turn a profit. Elon Musk and current OpenAI CEO Sam Altman were involved then, but Musk left in 2018. A year later, OpenAI added a for-profit subsidiary, turning the company into a hybrid for-profit and nonprofit entity in what it called a “capped profit” structure. Leaders at the time believed this change would keep OpenAI true to its roots while allowing it to use market power to grow its operations and revenue. The “capped” part of the structure’s name refers to limitations whereby the profits returned to the company’s investors can only be roughly 100 times what they put into the organization. roots while allowing it to use roots while allowing it to use Now, OpenAI’s structure seems set to change again, this time to a for-profit benefit corporation. This type of business focuses on sustainability and social responsibility in addition to profitmaking. One of the biggest differences about this development is that it would result in OpenAI’s nonprofit board losing control. For now, the nonprofit board has full control over the company’s for-profit arm. Another change is that Altman would receive equity for the first time — which could be worth billions. Moreover, the transition to a for-profit benefit company would remove the cap on investors’ returns. However, an interesting clarification came from an OpenAI representative who said the company’s nonprofit component would still exist and remain a core part of its goals. nonprofit component would still exist nonprofit component would still exist When will this restructuring occur? That’s anyone’s guess since those involved are still hashing out the details with legal professionals. However, as soon as the news reached major reporting outlets, some people started thinking about what it could mean for OpenAI and artificial intelligence in general. What Will the Restructuring Mean? Some people who have analyzed the matter said OpenAI’s restructuring might mean it will begin operating more like a startup. Investors would probably like that, but could it result in fewer checks and balances affecting products and processes? Contrary to its name, the company has never been upfront about its operations — employees must sign nondisclosure agreements that stop them from raising concerns to federal regulators. must sign nondisclosure agreements must sign nondisclosure agreements Additionally, a group of people working in the AI industry — including former OpenAI employees — signed an open letter explaining that those working on pioneering innovations in artificial intelligence have strong financial incentives to resist oversight and not share knowledge of what their products could or could not do with governments or civil society entities. Numerous employees have recently left OpenAI, with some, speaking anonymously, saying that the catalyst was a lack of trust in Altman and his ability to make AI work safely. Many have kept quiet because of a reported agreement people must sign when leaving the company that prevents them from speaking disparagingly about it. Some former workers who did not sign such paperwork have spoken out about their worries about the businesses’ increasingly powerful AI and the people who want it built not proceeding carefully enough. businesses’ increasingly powerful AI businesses’ increasingly powerful AI If OpenAI’s nonprofit board loses its current control, that may make the company’s leaders feel more equipped to proceed with whatever projects garner the most attention. Rushing to get these offerings on the market could also mean it doesn’t take safety as seriously as it should. OpenAI’s Impact on the Future of Artificial Intelligence Now that many AI tools are widely available, more people are insisting on controls that limit their potential applications. Others worry about the future, not necessarily because they believe that artificial intelligence will become smarter than humans, but due to privacy concerns, the prospect of job losses, and the potential for people to misuse AI. The shift to a for-profit model might also raise questions about priorities between profit and ethical AI development. Because of these concerns, transparency becomes even more crucial for the growing number of for-profit AI companies as they try to attract stakeholders — particularly as 60% of people cite transparency as the most important brand trait, according to one study. Embracing transparency can help build trust and reassure stakeholders that OpenAI remains committed to its foundational goals, even as its business model evolves. 60% of people cite transparency 60% of people cite transparency However, that sentiment could become problematic since OpenAI already has a reputation for being tight-lipped about its activities. People appreciate transparent companies, and it is arguably even more important to show that trait when the business specializes in a technology that the public views as largely foreign and new. For the average person who is merely curious about AI and how to use it, however, they likely won’t feel the impacts of OpenAI’s likely restructuring — at least not at first. Regular consumers will mostly pay attention to which products the company releases next. If those offerings become extremely profitable, such results will signal to its leaders that they should keep doing more of the same. It’s worth highlighting how OpenAI and the industry, in general, are already highly influential, with economic analysts saying generative AI will cause a 7% increase in global gross domestic product, resulting in a difference worth trillions of dollars. A related aspect is how relatively quickly people have gotten to know some of its tools and used them to do business and everyday tasks differently. Many individuals — even those who do not consider themselves tech-savvy — use AI numerous times throughout a typical week. will cause a 7% increase will cause a 7% increase That is almost certainly because of how accessible ChatGPT has become. Its popularity has helped OpenAI come into the mainstream, which arguably has implications for wider society — regardless of the ultimate impact of the eventual restructuring. An Uncertain But AI-Driven Future It’s too early to know the impacts of OpenAI transitioning to a for-profit benefit corporation. However, people can expect some aspects of its internal operations, stakeholder impact, and leadership to change in the coming months and years. We know with more confidence that artificial intelligence will continue playing a role in many people’s lives and shaping the tools they are now accustomed to using. Since OpenAI has enjoyed so much momentum in an increasingly crowded industry, its main task for the foreseeable future is to maintain it. If that happens, it will continue playing a significant role in artificial intelligence’s future, even if people don’t know what that looks like yet.

Inside OpenAI's Path to Becoming a For-Profit Powerhouse

ADA: A Powerful Data Augmentation Technique for Improved Regression Robustness

Why AI-Powered Image Hosting APIs Are Essential for Modern Businesses

Waarom AI-aangedrewe beeldgasheer-API's noodsaaklik is vir moderne besighede

Proč jsou rozhraní API pro hostování obrázků s umělou inteligencí nezbytná pro moderní podniky

Warum KI-gestützte Bildhosting-APIs für moderne Unternehmen unverzichtbar sind

Por qué las API de alojamiento de imágenes basadas en IA son esenciales para las empresas modernas

Miért nélkülözhetetlenek az AI-alapú képtárhely API-k a modern vállalkozások számára?

AI を活用した画像ホスティング API が現代のビジネスに不可欠な理由

Неліктен AI-мен жұмыс істейтін кескін хостинг API интерфейстері қазіргі заманғы бизнес үшін өте маңызды?

Kāpēc ar AI darbināmas attēlu mitināšanas API ir būtiskas mūsdienu uzņēmumiem

Ke ka baka la’ng di-API tša go Amogela Diswantšho tšeo di Matlafatšwago ke AI di le Bohlokwa bakeng sa Dikgwebo tša Sebjalebjale

Почему API-интерфейсы хостинга изображений на базе искусственного интеллекта необходимы современному бизнесу

නවීන ව්‍යාපාර සඳහා AI-බලවත් රූප සත්කාරක API අත්‍යවශ්‍ය වන්නේ ඇයි?

Tại sao API lưu trữ hình ảnh hỗ trợ AI lại cần thiết cho các doanh nghiệp hiện đại

Memecoins are no longer mere gambles. They’ve made a serious case against $BTC, with their volatility, participation, and culture setting. The latest hits from the Solana ecosystem show where memecoins are headed and how they’re quietly pulling massive participation into Web3. However, unlike the previous bull market, this bull market has seen money moving from one chain to another faster than ever. It started with Solana and passed on to Tron. Berachain is shaping up as the next hotspot for on-chain maxis diving into trending memecoins. But is cross-chain asset movement the real driver behind the buzz for a meme season on Berachain? Doesn’t appear like that. Bonding Curve Nearing Its End Powered by Friend.tech, Bonding Curve emerged as a powerful launch mechanism for memecoins. It introduced the concept of splitting based on KOLs. Despite being innovative, it suffered from scalability challenges due to key distribution limitations. This drives users to sell off en masse once the population cap is hit, causing the model to lose momentum. With models like Pump.fun emerging, the end of the Bonding Curve seems near. What’s changing this? Honeypot Finance’s FTO—with its anti-rug pull mechanism—is the final nail in the coffin. Challenges With Pump.fun Pump.fun memecoins suffer from bot-driven fund losses, with only 1% reaching DEXs. The lack of incentives for liquidity providers and high sell pressure lead to quick losses for late investors. In contrast, Pot2Pump by Honeypot Finance offers a safer, more rewarding alternative. What Is Pot2Pump? Honeypot Finance’s FTO has proven to boost Berachain’s PoL by tackling liquidity fragmentation and rewarding liquidity contributors, turning locked liquidity into active supply. However, traditional FTO wasn’t ideal for memecoins, which often lack utility and carry higher risk. Enter Pot2Pump: a refined version of FTO designed specifically for launching memecoins on Berachain. Pot2Pump brings all the benefits of the FTO model with tweaks to create the perfect launchpad for memecoins. Curious about how it works? Read on! How Does Pot2Pump Work? 40% LP Token Burn for Scarcity & Value Boost Before Pot2Pump goes live on a DEX, it strategically burns 40% of its LP tokens. This move reduces available liquidity, creating token scarcity that can drive up prices post-launch, offering early participants a better return on their investment. Guaranteed Refunds for Failed Launches With Pot2Pump, users get a safety net. If a project doesn’t hit its fundraising goal within 24 hours, users can claim a full refund by covering a small gas fee. Unlike Pump.Fun, which lacks this protection, Pot2Pump prioritizes user security, ensuring no deposits are lost on unsuccessful launches. Lower Barriers to Entry with Dynamic Liquidity When a project reaches a $20K market cap, liquidity is added to the DEX, supporting single-sided liquidity to strengthen token value through the x*y=k model. This setup allows easier entry for newcomers while bolstering price stability. Anti-Bot Protections for Fairer Trading Pot2Pump eliminates bot advantages in early trading, creating a level playing field for all participants and boosting accessibility for regular users. Enhanced Incentives for Token Deployers Pot2Pump offers token deployers a flexible 5% LP incentive, creating a more attractive, rewarding environment. Unlike Pump.Fun, which imposes fees, Pot2Pump’s adjustable reward system maximizes value and promotes lasting engagement. Deep Dive Into Pot2Pump’s Operations POT Stage: Initial Fundraising Participants contribute approximately $20,000 in assets to kickstart the meme token’s journey. Accepted Assets: Contributions can be made using $BERA, $HONEY, or other supported tokens. Goal: Reach the $20,000 target to advance to the next stage. Refund Assurance: If the target isn’t met within 24 hours, participants can reclaim their funds, minimizing any potential risk. PUMP Stage: Launch & Liquidity Once the $20,000 goal is achieved: DEX Liquidity Pool Creation: Raised funds are paired with meme tokens to form a robust liquidity pool. LP Token Allocation: Participants receive 50% of the pool’s LP tokens, ensuring an equivalent dollar value to their initial contributions. Open Market Trading: The meme token is now live and available for immediate trading. A $4 Million Incentive Plan To make Pot2Pump even more lucrative for participants, Honeypot Finance has introduced a $4 million incentive program for the launchpad. Participants deploying meme tokens and successfully raising $20,000 will receive incentives worth nearly $4,000. This includes $2000 in LP tokens and $2000 USD from Honeypot. The total incentive package is $4 million, valid for the first 1000 meme launches. Pot2Pump vs Pump.fun Pot2Pump stands out with low-risk participation, real liquidity, and a solid refund mechanism. Unlike other platforms where late investors face a 27% loss from post-launch fees, Pot2Pump minimizes the impact on late buyers by allocating 50% of LP tokens directly to participants. Conclusion Pot2Pump drives high participation from day one with a robust incentive scheme, offering double rewards for KOLs, degens, OG beras, HoneyGenesis Holders, and Honeypot Private Testnet Participants. With low-risk participation and a refund mechanism, Pot2Pump provides a promising launchpad for new memecoins. Plus, meme token deployers who raise $20,000 can unlock incentives worth $4,000, available to the first 1,000 launches. The ease of deploying tokens and sourcing liquidity with Pot2Pump—compared to Pump.fun and its forks—makes a strong case for a meme season on Berachain. Honeypot Finance community members and degens can easily apply to participate in a meme token launch and unlock incentives. This article is published under HackerNoon’s Business Blogging program. Do your own research before making any financial decisions. Memecoins are no longer mere gambles. They’ve made a serious case against $BTC, with their volatility, participation, and culture setting. Memecoins are no longer mere gambles. They’ve made a serious case against $BTC, with their volatility, participation, and culture setting. The latest hits from the Solana ecosystem show where memecoins are headed and how they’re quietly pulling massive participation into Web3. However, unlike the previous bull market, this bull market has seen money moving from one chain to another faster than ever. It started with Solana and passed on to Tron. Berachain is shaping up as the next hotspot for on-chain maxis diving into trending memecoins. But is cross-chain asset movement the real driver behind the buzz for a meme season on Berachain? Doesn’t appear like that. Bonding Curve Nearing Its End Bonding Curve Nearing Its End Powered by Friend.tech, Bonding Curve emerged as a powerful launch mechanism for memecoins. It introduced the concept of splitting based on KOLs. Despite being innovative, it suffered from scalability challenges due to key distribution limitations. This drives users to sell off en masse once the population cap is hit, causing the model to lose momentum. With models like Pump.fun emerging, the end of the Bonding Curve seems near. What’s changing this? Honeypot Finance’s FTO—with its anti-rug pull mechanism—is the final nail in the coffin. Challenges With Pump.fun Challenges With Pump.fun Pump.fun memecoins suffer from bot-driven fund losses, with only 1% reaching DEXs. The lack of incentives for liquidity providers and high sell pressure lead to quick losses for late investors. In contrast, Pot2Pump by Honeypot Finance offers a safer, more rewarding alternative. Pump.fun Pump.fun What Is Pot2Pump? What Is Pot2Pump? Honeypot Finance’s FTO has proven to boost Berachain’s PoL by tackling liquidity fragmentation and rewarding liquidity contributors, turning locked liquidity into active supply. However, traditional FTO wasn’t ideal for memecoins, which often lack utility and carry higher risk. Enter Pot2Pump : a refined version of FTO designed specifically for launching memecoins on Berachain. Pot2Pump brings all the benefits of the FTO model with tweaks to create the perfect launchpad for memecoins. Curious about how it works? Read on! Pot2Pump Pot2Pump How Does Pot2Pump Work? How Does Pot2Pump Work? 40% LP Token Burn for Scarcity & Value Boost 40% LP Token Burn for Scarcity & Value Boost Before Pot2Pump goes live on a DEX, it strategically burns 40% of its LP tokens. This move reduces available liquidity, creating token scarcity that can drive up prices post-launch, offering early participants a better return on their investment. Guaranteed Refunds for Failed Launches Guaranteed Refunds for Failed Launches With Pot2Pump, users get a safety net. If a project doesn’t hit its fundraising goal within 24 hours, users can claim a full refund by covering a small gas fee. Unlike Pump.Fun, which lacks this protection, Pot2Pump prioritizes user security, ensuring no deposits are lost on unsuccessful launches. Lower Barriers to Entry with Dynamic Liquidity Lower Barriers to Entry with Dynamic Liquidity When a project reaches a $20K market cap, liquidity is added to the DEX, supporting single-sided liquidity to strengthen token value through the x*y=k model. This setup allows easier entry for newcomers while bolstering price stability. Anti-Bot Protections for Fairer Trading Anti-Bot Protections for Fairer Trading Pot2Pump eliminates bot advantages in early trading, creating a level playing field for all participants and boosting accessibility for regular users. Enhanced Incentives for Token Deployers Enhanced Incentives for Token Deployers Pot2Pump offers token deployers a flexible 5% LP incentive, creating a more attractive, rewarding environment. Unlike Pump.Fun, which imposes fees, Pot2Pump’s adjustable reward system maximizes value and promotes lasting engagement. Deep Dive Into Pot2Pump’s Operations Deep Dive Into Pot2Pump’s Operations POT Stage: Initial Fundraising POT Stage: Initial Fundraising Participants contribute approximately $20,000 in assets to kickstart the meme token’s journey. Accepted Assets: Contributions can be made using $BERA, $HONEY, or other supported tokens. Accepted Assets: Goal: Reach the $20,000 target to advance to the next stage. Goal: Refund Assurance: If the target isn’t met within 24 hours, participants can reclaim their funds, minimizing any potential risk. Refund Assurance: PUMP Stage: Launch & Liquidity PUMP Stage: Launch & Liquidity Once the $20,000 goal is achieved: DEX Liquidity Pool Creation: Raised funds are paired with meme tokens to form a robust liquidity pool. DEX Liquidity Pool Creation: LP Token Allocation: Participants receive 50% of the pool’s LP tokens, ensuring an equivalent dollar value to their initial contributions. LP Token Allocation: Open Market Trading: The meme token is now live and available for immediate trading. Open Market Trading: A $4 Million Incentive Plan A $4 Million Incentive Plan To make Pot2Pump even more lucrative for participants, Honeypot Finance has introduced a $4 million incentive program for the launchpad. Participants deploying meme tokens and successfully raising $20,000 will receive incentives worth nearly $4,000. This includes $2000 in LP tokens and $2000 USD from Honeypot. The total incentive package is $4 million, valid for the first 1000 meme launches. $4 million incentive program $4 million incentive program Pot2Pump vs Pump.fun Pot2Pump vs Pump.fun Pot2Pump stands out with low-risk participation, real liquidity, and a solid refund mechanism. Unlike other platforms where late investors face a 27% loss from post-launch fees, Pot2Pump minimizes the impact on late buyers by allocating 50% of LP tokens directly to participants. Conclusion Conclusion Pot2Pump drives high participation from day one with a robust incentive scheme, offering double rewards for KOLs, degens, OG beras, HoneyGenesis Holders, and Honeypot Private Testnet Participants. With low-risk participation and a refund mechanism, Pot2Pump provides a promising launchpad for new memecoins. Plus, meme token deployers who raise $20,000 can unlock incentives worth $4,000, available to the first 1,000 launches. The ease of deploying tokens and sourcing liquidity with Pot2Pump—compared to Pump.fun and its forks—makes a strong case for a meme season on Berachain. Honeypot Finance community members and degens can easily apply to participate in a meme token launch and unlock incentives. Honeypot Finance community members and degens can easily apply to participate in a meme token launch and unlock incentives. apply apply This article is published under HackerNoon’s Business Blogging program. Do your own research before making any financial decisions. This article is published under HackerNoon’s Business Blogging program. Do your own research before making any financial decisions. Business Blogging

Honeypot Finance Set To Power Memecoin Season On Berachain With $4M In Incentives

Honeypot Finance, 4 milyon dollarlıq həvəsləndirmə ilə Berachain-də Memecoin Mövsümünü gücləndirəcək

Το Honeypot Finance ξεκινά τη σεζόν Memecoin στο Berachain με κίνητρα 4 εκατομμυρίων $

Honeypot Finance se prepara para impulsar la temporada de Memecoin en Berachain con $4 millones en incentivos

Honeypot Finance עומד להפעיל את עונת Memecoin ב-Berachain עם 4 מיליון דולר בתמריצים

A Honeypot Finance elindítja a Memecoin szezont a Berachain-en 4 millió dolláros ösztönzővel

Honeypot Finance Siap Mendukung Musim Memecoin di Berachain dengan Insentif Sebesar $4 Juta

ハニーポットファイナンス、400万ドルのインセンティブでベラチェーンのミームコインシーズンを盛り上げる

Honeypot Finance ја активира сезоната на Memecoin на Berachain со стимулации од 4 милиони долари

Honeypot Finance мавсими Memecoin-ро дар Berachain бо 4 миллион доллар ҳавасманд мекунад

Honeypot Finance Yi Vekeriwe Ku Matimba Memecoin Season Eka Berachain Hi $4M Eka Swihlohloteri

ہنی پاٹ فنانس 4M ڈالر کی مراعات کے ساتھ بیراچین پر Memecoin سیزن کو پاور کرنے کے لیے تیار ہے

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